Officials said the bullet, of the 8 mm caliber, was recovered by CISF personnel during the scanning of the hand baggage of the husband-wife duo before they were supposed to take a private airline to Kashmir.
The incident was reported around 9am.
The duo have been handed over to Delhi police for further questioning, they said.